added instructions and desciptions for the app

app.py

@@ -6,7 +6,6 @@ import torch
 import torchvision.transforms as transforms
 import torchvision.models as models
 from io import BytesIO
-import open3d as o3d
 from google.generativeai import configure, GenerativeModel
 import base64
 
@@ -83,7 +82,7 @@ def preprocess_image(image):
     edges = cv2.Canny(gray, 100, 200)
     return Image.fromarray(edges)
 
-# AI garment analysis using Gemini 2.0 Flash
+# AI garment analysis & fashion recommendations
 def analyze_garment(image):
     # Convert PIL Image to bytes
     image_bytes = BytesIO()
@@ -96,7 +95,10 @@ def analyze_garment(image):
     # Prepare request payload in correct Gemini API format
     prompt = {
         "parts": [
-            {"text": "Analyze the garment in this image, describing its style, fabric, and design elements."},
+            {"text": "Analyze the garment in this image, describing its style, fabric, and design elements. "
+                     "Based on the garment's features, suggest the best occasions to wear it "
+                     "and recommend complementary fashion pieces (e.g., shoes, accessories, layering options). "
+                     "Also, provide a seasonal suitability rating."},
             {"inline_data": {"mime_type": "image/png", "data": encoded_image}}
         ]
     }
@@ -106,12 +108,35 @@ def analyze_garment(image):
 
     return response.text if response else "Analysis failed."
 
+
+    # Call Gemini API
+    response = model.generate_content(prompt)
+
+    return response.text if response else "Analysis failed."
+
 # Load segmentation model
 segmentation_model = load_segmentation_model()
 
 # Streamlit UI
 st.title("👗 AI-Enhanced Fashion Design with Gemini 2.0 Flash")
-st.write("Upload a garment sketch or clothing image to analyze and generate designs.")
+st.write("""
+### 🎨 **About This App**
+This AI-powered fashion tool helps you analyze and enhance garment designs using Google's **Gemini 2.0 Flash** and DeepLabV3 segmentation.
+It provides recommendations on **suitable fashion styles** for different occasions based on the uploaded garment.
+
+### 🛠 **How to Use This App**
+1. **Upload an Image** – Select a clothing item or a fashion sketch.
+2. **View Preprocessing & Segmentation** – The app applies edge detection and garment segmentation.
+3. **Analyze Garment** – Click "Analyze Garment" to get AI-powered fashion insights.
+4. **Get Recommendations** – The AI suggests suitable **occasions and styling tips** based on the garment.
+
+### 🔍 **How It Works**
+- **Edge Detection**: Uses OpenCV to highlight contours and details in the garment.
+- **Garment Segmentation**: DeepLabV3 identifies the clothing item and removes the background.
+- **AI Fashion Analysis**: Google’s Gemini AI analyzes the **style, fabric, and design** of the garment and provides recommendations.
+
+➡️ Try it now by uploading an image of your clothing!
+""")
 
 # File Upload
 uploaded_file = st.file_uploader("Upload an image", type=["jpg", "png", "jpeg"])

requirements.txt

@@ -4,5 +4,4 @@ opencv-python
 pillow
 torch
 torchvision
-google-generativeai
-open3d
+google-generativeai